{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# seaborn.scatterplot()散点图\n",
    "\n",
    "解读\n",
    "\n",
    "可以通过调整颜色、大小和样式等参数来显示x和y之间的关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "seaborn.scatterplot(x=None, y=None, hue=None,\n",
    "                    style=None, size=None, data=None, \n",
    "                    palette=None, hue_order=None, hue_norm=None,\n",
    "                    sizes=None, size_order=None, size_norm=None, \n",
    "                    markers=True, style_order=None, x_bins=None,\n",
    "                    y_bins=None, units=None, estimator=None, \n",
    "                    ci=95, n_boot=1000, alpha='auto', x_jitter=None,\n",
    "                    y_jitter=None, legend='brief', ax=None, **kwargs)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参数解读\n",
    "data: DataFrame\n",
    "\n",
    "\n",
    "可选参数\n",
    "\n",
    "x,y为数据中变量的名称;\n",
    "\n",
    "作用：对将生成具有不同颜色的元素的变量进行分组。可以是分类或数字.\n",
    "\n",
    "size：数据中的名称\n",
    "\n",
    "作用：根据指定的名称(列名)，根据该列中的数据值的大小生成具有不同大小的效果。可以是分类或数字。\n",
    "\n",
    "style:数据中变量名称(比如：二维数据中的列名)\n",
    "\n",
    "作用：对将生成具有不同破折号、或其他标记的变量进行分组。\n",
    "\n",
    "\n",
    "palette:调试板名称，列表或字典类型  \n",
    "作用：设置hue指定的变量的不同级别颜色。\n",
    "\n",
    "hue_order:列表(list)类型  \n",
    "作用：指定hue变量出现的指定顺序，否则他们是根据数据确定的。\n",
    "\n",
    "hue_norm:tuple或Normalize对象  \n",
    "\n",
    "sizes:list dict或tuple类型  \n",
    "作用：设置线宽度，当其为数字时，它也可以是一个元组，指定要是用的最大和最小值，会自动在该范围内对其他值进行规范化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例1：散点图\n",
    "\"\"\"\n",
    "sns.scatterplot( x=\"total_bill\", y=\"tip\",data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例2：设置hue 根据设置的类别，产生颜色不同的点的散点图\n",
    "eg.下图为根据time分类的散点图\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\", hue=\"time\",data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例3：设置hue 根据设置的类别，产生颜色不同的点的散点图，设置style，使其生成不同的标记的点\n",
    "eg.下图为hue与style设置相同的分类的散点图\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\",hue=\"time\", style=\"time\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例4：设置hue 根据设置的类别，产生颜色不同的点的散点图，设置style，使其生成不同的标记的点\n",
    "eg.下图为hue与style设置不同的分类的散点图\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\",hue=\"day\", style=\"time\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例5：设置size ，根据设置的类别，产生大小不同的点的散点图\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\", size=\"time\",data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例6：同时设置hue和size，根据设置的类别，产生颜色和大小不同的点的散点图\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\",hue=\"time\", size=\"time\",data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例7：同时设置hue和size，根据设置的类别，产生颜色和大小不同的点的散点图\n",
    "不过这里的颜色使用的是Set2中的，palette=\"Set2\",\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\",\n",
    "                hue=\"day\", size=\"smoker\",\n",
    "                palette=\"Set2\",\n",
    "                data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dz37ciN+SuDyuSKzrasP7tsAxbS48vg+DcjMI+EI1cXqrKCWpJwblgKXpGj+vKuSlj5Yxon8OsxZt4ZqzBpPaKysqxxdCsHBlAZ/9uJGDuqYxd3k+fbun0zU7ISrH/z1et87U247Z7eftkBWDFh2YHNPebdzSqScG5YBlhyyuP2coyfFuZi3awjEHd2ZEv/YQpTs2adncPyGP6oDJj7/u4ILj+pDbIRmnBZSS7JCFC7nLP5UUFFCJQTmACV3j6wWbKSzzk50Wx+wl2ygoj+I4cl3jjS9WYjuSzFQvH363nuqApUpJSounEoNywNJ0jSVrirnqjEH846ajGNo7m3Vby3GidMMuhGDVplLuvuRQnrr+SNpnxJNf4iP2zwuK8vuElLJVvU+Li6twovWXHUNZWUkUFlbGuhkx01Tnr7sNHNtB2k69OBqEELg8LizTQjoyEu/NqCj1+2+759/U565pgoyMxH36HtX5rBzQ6tbMo10/l1ISCoQiH9eNFaUlU6UkRVEUpR6VGBRFUZR6VGJQFEVR6olJYpg5cybjxo3jhBNO4MEHH4xFExTlgKMZemQobN1YUfZV1BPD5s2buffee5kyZQozZsxg2bJlzJo1K9rNUJQDiubSef+7dfgtieExIrFKDsr+iPqopC+//JITTzyR9u3bA/DUU0/h8Xii3QxFiRmha7hcOmbQAk1E4v0dOS5E+D+/ri3mmwVb6N4hmV/WFjOif3u8ad6mbbzSJkT9iWHjxo3Yts0VV1zBaaedxuuvv05KSkq0m6EoMSF0jdVbypn0yjxcXhcrNpUx6ZV56G59v19TSsCy+evleVT6QixaVcjFJ/WlY2ZCi1h+Q2l9ov7EYNs28+fPZ/r06cTHx3PllVfy3nvvMW7cuL36/n2dqNGaZWUlxboJMRWt86+sDuEL7jrHId5jkJTgbtJjOY6kiyXZUlDFdU98Q2llgPPG9sEwdNKS6y/HvC/nX1EdYtqHSxFCkJXm5Z2v13Bo//a0z0xEiNZZTmrL7/9Yn3vUE0NmZiZ5eXmkp6cDcOyxx7JkyZK9Tgxq5nPbEM3zNxENbnMZ8AWb/HgJXoOxh3bhv1+vIc5jcMqoXAK+EIHq3461L+cvBAiXwdaCKh6YkEfH7EQefmUuJeUB3Bqt8qmhLb//W8LM56iXksaMGcPs2bOpqKjAtm2+++47+vfvH+1mKEpMCF1j+YZS3v1mDaOGdMBlaPx12o+NLiVJ0+bOSw4jJ92LHbK485LDaJ/mbZVJQYm9qD8xDB48mMsuu4zzzz8f0zQZOXIkZ5xxRrSboSgxoQGdshP544n9OObgzlT6Qsxdlt/oC7iUkpC/zvIbfrX8hrL/YrJW0plnnsmZZ54Zi0MrbYwQoLkMpCORth2JHSs2m6bYtkOCW+fIIR0xg2YkjlV7FGV31Mxn5YBmuF08+fpCPp6zgbgED3/790L+N38zwojdW9+2HaRt7xLXVVEdRBjh8pIw9EisKNGw108M5eXl6LpOYmLbGRWktH6WZXPiyO48+uo8PpmzHoTg8v8biCah9nLc0ra5FIbOvz9fQWqil1NHdeeVj5eRkRLH0cM7QZSWDFfatj3eNq1bt44zzjiDvLw8DjvsMC688EK2bdsWjbYpSuM5Dv1zM8hMjaM6YDG4ZyYpCW7sOhfYFrfNpZQMyM3gjS9WcP2Ts/jip0306ZKmHu+VqNnje+3222/nrLPOYvHixSxatIjjjjuOO++8MxptU5RGM9wuHp8+n+qAxRljevLj0u18/tPGmJaS9kTaDsP6tKNbTjL5JT4G9cyke4fkvdrgR1Gawh5LSX6/n3PPPTfy8fjx43nrrbeatVGK0lQsy+bkUbnkZCSQkuDioG7p5GQk1CsltTTC0Hn102Vs2lHJUcM6MWvRFj77caMqJSlRs8fEkJuby8KFCxk2bBgAq1atolOnTs3eMEVpCtJ26NkhGQ0wg1YktlvyBVZKBuRmktc/h+4dkjmkXzuS491oQAtutXIA2WNi2LZtG+PHj6dPnz4YhsGyZcvIysrilFNOAeDDDz9s9kYqSmNI24k8HdSNWyppOww/KBufL0QoYNK3SxpCoEpJStTsMTFMnDgxGu1QFKWOeK+L6spA+APHQc1fVqKpwcSwdu1aevToQUJCwm7/v1rGQlEOLELUrNS6U6y0PQ0mhscee4ypU6dy1llnkZOTU2+teL/fzw8//BCVBipKS6DrWqRfom58oNBcOiAQtg26FonbwoKVyq4aTAyPPvooZWVl9OjRg+nTpyOlRAiBaZpceOGF0Wxjq6DpGt44N0F/EImIxLZaxKzV01wGQcvBa2g4QiNoOXiaODnouoZm6NimhRCCKl8ITRNRuTDrLoPiygCWLUlN9FBZEcRxJCmJHjwxmuSnxFaDieHmm2/m+++/RwhBXl5e5PO6rnPcccdFpXGtheHS2Frs5/GnZ/Pw1SPZVlDJ028v5snrR6NJddfVmhlug89/2sQH367lwSsO5z//W8XqzaU8c8vRv/UBNJKuawQdyZQ3FnLd2UOwbIenps/nurOHoOE0//vHsUnwuhpcetzVvEdXWqAGE8O0adOA8AS3hx9+OGoNao1sS9I+I56MZC/X/e0bTMvm5CNyAamSQitnmxZjD+3CwpUF3PDULAxd49GrR+Jv0n0aJJoQbCus4vYp3xMybVISPQghajbZad73kG3LVruZj9I89jj9UyWFPZNSogPH5XUlaNo4Ek4+ojtCJYVGE7oGmrZLvLuv02o2vq8b7w9d19Bd4UXrNE1DCEiIc9X8P4HXYyBougupbUuS4l1cMW4Q+SU+SiuDXH/OUD6ds77eDG1NExhuA00T9eLG0l0G1f4GykWi5ueu7DOtpjy4c9waqN94EwiXknxM+e8Sjj6kMz06pvCXybORmtYkf7htldA11mytYP7KAtxeVyTe+UIlDJ2vFm5hW4kft9fFzIVb2VbiR+xHctB0gc90eO3zlRgeF46m8dmPG/llbRH3XnYYvTqlcu+/fsAbH97yU3cbmIhd/unuvV/RXtc1yqtDPPPOYjpkJpCZ6uXJNxZyfF43pBXux9A0gaNpPD9jKY6m1Yvrvsf2qz2OTbx39/8/FLJZt70i5slhX8+rKX4vjaHpggq/xX9nrcXldUVizdU6kkNM9mM40NSWki49pT9HDMrBAeYs2Y4qJTWOlFBU7mfqe78wb1k+C1bk839H9QyPpaxDCNhR7OPNL1YxuFcmC1cWMPGC4eSkxbPvZRiBL2jy7c9b2VxQSXlViIkXDOfwQTmkxhncfMEwqnxmpJQUCNlNUJsPl5JyO6Zw3tg+2FLy1v9Whcs7NaMBhQg/WazYUMI9z/9Qc2wL25bUvWbvT3t+r5RU6TMpKg/QvX3yXp9Nc9jX82qa30sjSEGlP8Snc9azYVsFa7eWcVDXdGjCJ83mpBJDE5BSIiyHUYNysEwbIUQkVhrBcRg1uAPzl+czb3k+uR1TOGNMr132YXZMm8tO7c/i1YUsWFHAMYd0ZlCPTMygue+HtB3apXr508n9efbdJWgCcjITcEyLUMhGCEiJM7CsphuRZNuS+HgXZx3di2kf/sqfTx/A6Uf24M0vVnDB8QeB7WDbkji3xh1/PJSb/vEtAE9eP5o4lyAUanxbPK7flh7XNEFpRXiUkmFojByYQyiw7z/LtsxxHLpmJ3L2sX14/fMVeNw6t150ML6qpt9DvDmoUlITkVJGEkHdWNl/tfsjL1pZQLecZNZtLee7xVt3W0qa8d06isr8dMtJZtbC8N3+/paSKv0W//58BTmZCbgMnX/+52csGX4tKWnSpFDLDFqkJnm46bxhZCa6aZeewNnH9sGpeR9pmiDkwD/+s4jUJA+pSR7+8Z9FhByapFxZu/S4WxfMX57PXybP5vn3f+G2yd+xclNpzEtJrY2mC0oqQ7w/aw2dshOxbYd/fbC0Ra/qW5d6YlBarNpS0v8d1ZMzj+7F1wu2UFDi220pqaDUz8QLhjO0dxYvfbyM0spgo0pJ3Tskc9P5wykq8/PqJ8six2mu2cC27eDRBVI6hEKSdllJFBdXRUqRtaWkOK/BnZccCsCTbyzcpZTUaEJQUOLjynGDGDWkI29/tapFlJJanZpS0oDcDK49ewib8iv5YNZaVClJURrLcRjRrx0Igb86SF7/cCx32h/ZMW0uPK4P0pEEfCEu+EOfmj2e9/3O3rEdMhLd3HLBcMygVS9u7iUidp4MWbd/yrbDd/N3X3IYVs2Es9q4KSdRSsvm1FG5ICUBXzAS78/Pcn9ouoaoGXlWG9tm65tg5zgOHdPjuebMwVhBMxK3lnMRUrauFVHq3kUdyLKykigsrIx1M2ImluevuXTyS/y0S4sDAfklfrJTvbu9OOpug0Bo17JhY7cF3d/zb472uNw6Zs1r1o2bmqYJCiqCfDR7PVecMYgt+ZV8NHs9fzqlP0KwT+fVXL+XaGjq976mCTIy9m1LZvXEoCh1uN06q7ZW8NdpP3HluIGs3FjGd4u38uJdY7HlrqPMwrX5XcXq4tPU7dEMnQWrihjSKwuQkdhpjjtfIdA1jZ+W7WBLYRVb8isZMSAHkNghe5/Oq6X9XloblRgUpY5QyCY3J5lzx/bm2Xd/AWDSlYdjm21vaRNd1zCl5Ll3lzCwRyZZqXF89uMGHrt2FO1SPJhm05aXHNuhXZqXM8b0iozkufqswfiqmmbpEWXvtY4uckWJJgH5Jb7IhwWl/ja5H4JtOxjAg5cfzrzl+XzywwZuOHcomcneJk8KEC55bCv28c5Xq+jdJQ2Ap95YhDDU/Wu0qcSgKHW43TrrtlXw3c/bePCKw7noxL48885iDJfeomaxh5ftMHaJm5wQzF68FQBNwOwl23cZFdaUx9J1jSOHduL+P49g0hUjSYpz0dxrRSm7Up3PLZTqfI5h57OhYwO6lCBEJI7m1pq/d/66rlEZtHn3m9VcfFJ/KqpDvPvNai46oV+T1v51XcMErnviG24+fxhpyV7uem4Of52Q1yylJAiPREITZKTGU1xSDZqIzOVoK1Tns6K0QI5lY9TZb8Fo4r0XGksiMS2bOUu2s6Wgmm2FVXTLafp5BrbtYOga0+4cSyBgIiASN0dSgJp9re1dYyW6VClJUXbDth2ECN9t1Y1bAseWZKV4ufjkfqzaVIovYIYnvdlNfxV1bIeAL4i0nXqxcmBTiUHZJ0IIjJpp/XXjWHDVWanS1YSrVob3QQBhGNhC4HLpCMPAIlwDjzVd1yirNnnt0xV0yk7E7dJ56s2FoDfPyp11i82tq/Cs7K/Yv8uVVkMIAYZGSbWJ4dIjsRaDi6Vm6Gwu8iEMHc3Q2VIcjhv9upoAQ0dzGXz6wwYq/SamhCffWMCkV+bh8sS++lpbSurTNY1JV45k0lUj1RaySpOK/btcaTV0Q+PTnzbx7tdruPmCYbzz1WpKq4JMvnkM1VEca+5y6ZT5TO587nvOObY3ti155+vVTJ44hiSP3qhF7txeN3c8+z1dc5L40ykDuP2Z2Rzctx2jh3aib7d0zBYwQcqxJekJbq4/Zwh2yCQjEse+bcqBQT0xKHvNMm2OO6wrg3pmMunleWwuqOKBCXkE/I1fSnjnjVXyS3wNbqximjZJXoNrzxrCm1+u4u2Zq7nx3KHEuxuXFABCQZOrzhjE94u388f7P8d2JKOGduR/czfjdunNNnJyX84fwn0gVs36TXVjRWkK6olB2WtCCCSSsspwIjAth0qfiTfZQ2OvmPu8sYoQ7Ciujny4o9jHwB6ZjWoDAFKSlRZHYryLssogHTITSEvyEDJtHn5lHg9enoftCzX+ODuJ+cYyilKHemJQ9ppuaHzx0yYKynxMvmUMIwa057HX5hMX597la4UAo2bSVd14f7nr3Dl7vC6qAibvzFzNxAuGc9N5Q3nzy5X4ghZGI/sZ3F4397/wE163zvXnDGHpumI+/n499152GBMvGN4iSkmK0tzUE4Oy12pLSccc0hm3gMtOHYDlOLuUkmpH9MxZup28Ae2RCOYs3c6IAe33ebKSEOByGwQtGS6rSMmsn7dy+KAOvHDnWERN/WTaXWPBkVhW44ZshoIm15w1mNRED16XxsNXjSQ10YNwHBKNNmiQAAAgAElEQVRcGnYzbNKjKC1NzBLDo48+SmlpKY888kismtBi6LqG0MPrzmuaFrXdsnRdIHQd27TRNCLx702Gd0wLQxNYtkTXJW5Dxw7Z9V5LNzS2l/p4/oOlrN1azpaCSrYUVHHYgPbhTe33Yea6P2jjdunc8ez3nHxEd5IT3Lz80TIG9cwiNd5FqGZpZZ1dJ6HpuoYwNOyQjaaJSPy752c7ZCZ5EEhCQYvMZC8gsSwn/HvRNdjNOP7a35m0nXpxWyYMHVEzY7xurLR8MSkl/fDDD7z33nuxOHSLo+mCatPmufd+QXMZkbisMthsS9JAOCn4LcmUd5egufRIjKHt8bjC0LGEIGBDYVkAEwjYkF/qB0PDtmxy0uK49qzBHD6oA+NP6Mfj141GCEHQAROBJX7raG2og/Xey0bgMjS2FVZz0/nDOLhvO9qnJzD5lqNJ8uqE6pR1dpcUgo5k8tuLwdB/i3WtwY3vazk1eywLXWPp+hK++Xkbnjg3v24o5dvF23ZJ3JpbZ9nGUr5ZtBV3nDsSaw2cV1ug1Wy3urmwGnecOxKrLUJbh6i/c8vKynjqqae44oorWLFiRbQP3+IIBI4DS9YUce+/fqSkIkCHrASae+EwCTgSlq0v4Z7nf6CsKkh2avxefW9DHaWPXTsKCJd/HARfzt3EhSf05Y4p3wMw6cqR3PHs97t839TbjsHr/m0zeghf2G3b2e1xnrh+NJ7UOIQEDYnL4yIYtOrdoUspcRxYtbmMu6fOodpvkpLo2avzi7wGYFk2L3+0jAXLC1i6rojz/nDQLl9nWZKK6hCvfLKcBSsL+HVdMacf2QPbkXu9kWND598aNpZpSCBkcd8LP9KnaxorNpYysGcmakG81iHq6fuee+7hxhtvJDlZ7SEL4Tvd1AQXE04fyIbtFVRUh7jrksNITfI26/BDx5akxBlcecYgNu6opLwqxF2XHobmyP0+bmqiB82RaLpOfqmPrYVVpCd79+p7azejr/2XGOeirGr3w2BDlk1hqY/1OyqRus7N//yOlZvL0OrMwnYcSZJX57qzh7CloIrSyiB3XXIoOvJ3S0n1G+VwSN/2HNK3Hb+sLaJbTjKnHNF9lxKR7UhyMhM4tH97lq4tpku7JI49pOs+DZ3d+fzbpcfjQrbapOBYNhef1J+URA/L1pcw9tAu9O6UilQT8VqFqD4xvP322+Tk5JCXl8e77767X6+xr6sEtnSOI9leXM0LM5bSuV0SJRUBHnl1HreOP4SsrKRmO66Ukh3F1Ux97xc6ZSdSXhXk0VfmcvvFh5KenvC731t3r4K6yquCtM+IJzXJS1y8h+dvP5bKvRjaqesaWen1n1b8AYuk+F1HOwFkpsSxbms5D78yD69bJy3ZS5+u6WSkxu3SzmfeWUxORgK+oMkjr87jnktHkJX2++dXyxcwWbCigPkr8unTNY2VG0v5cu4mxh7ahcQ6bSss9VFU5mfesh2Rr5u1aAvHj+hKVtrePYXtTnP+/ptbZXWIN75YSVlVkF6dU/nf3E2MGtKRg7qm4dnLEltrPv/GivW5RzUxfPLJJxQWFnLaaadRXl6Oz+dj0qRJ3HHHHXv9Ggfastu6rmFZDr27pHLtWUOo9Jm8/PGvgKSoqLLZnho0PdyB3KNDCteeMwSf32TajF+xbGePx7UbKJAIwS7f7wjB/x3Vgxnfrmuw78K2nV2WGc7KSsKo2v03SCnp2y0dQ9cIhGyOGtoJXVDvNTRNYDvQpV0S1509hKDpMPW9Jdi2Q1FRVYNPDYahR0Y2GR6DUMjivD8cxEkjuzHv1x0UlAUIBEz81b89zTiahmk5nH5kT0YN7sDKTaWRzX32d/nk1r7sumbomLbN3ZccSq8uabzxxQpCpk1lVYCKvXhqaO3n3xhtbtntl156KRK/++67zJ07d5+SwoHIth2SPDrXnT0UO2RF4tQkL4UBs9mO69iSBJfGDecOxQpZJLj1SPx7SUHXBQ1VSJITPGA5ke8XAlyGTlZqPBMvGL7vNf4G2yG4dfJsstLiGN4nmze+XEnXnCQO6pKKU9M4x5F4dcFN5w3DNi3iDCKx08ALC12jMmgR7wnPcK70mQzpnYV0JEFfiME9wxPodldKKi4PkJ0Wx83//JYzxvQiOy0Oy3La7OQ0x7I5a0wvpJSE/KFI3NZHarUWbXfYRAti205kCKRty5p472rzjT2uXee4e9pzQNcFPlPi9Rg8f/sx9RKAlOBxafVq4rquUVgRYNqMpYw5uDMZKV4evmok6cne8CzqmhdoqIN15w7ZWh6XxrgxPRnWJwuXrtE1J5lenVPDven1zk9i22adjxtOtIah4bckVz/+NRef3I94j8GU/y7hqRuPJDPRjWk3PPzU69YZe2gXAJ679Zh6n28NfQTNNdTWqTOnxGnk/BIlutQObi1US3yUNjwGT7+1mFWbS7ly3CCefXcJvTunce3Zg7GCu78AutwGi9cW87d/LwDg4atG0jk7kdAenob2dP66oSMdB8eR9eL9oWk1SUrTmLeigCn/XQLARSf2ZcywjsgYTGqL1u9f6BorNpdRWhFg9JCOLF1XTElFgLz+7WN6d98S3//R0hJKSWpQsbLX7JDN1WcOJjnBwyOvzic5wcPVZw7GDu3+blCI8AZc3yzcHJ5gJuDrBZuxHNnoTW9sy44kgrrx3tB1jYQkL5qu4XLpxCV40F1GTRt/a1cL2ZenWUkZ7ih+/v2lPPHGQh6dPp/yqqZfC0ppXVRiUPaapoE/ZFFeM4y0vCqIP2ShNfAu0nWNkooAyzeU8ujVR3DvZSP4fsl2giEbvQn2TtgftRPfrnpsJiXVISoCFlc9NpMKX4iA6fDMO4s5/7g+XDluEC9/vJyyarNJNwFqcRyHkYM6MPygbBatLKR7hxROG91D9QW0caqU1EK1xEfp2lJSeVWQOy45lEkvzWVgz0xOP7IHjmkhDINAyCY8iUkAEkPXMHQNKR0kAlfNqJ/a2ruma8TFuQn4Q0iIxOnpCZHz13WB5jKwLAdNOmguA0dK7KAV2TzeMW0MQ0N36VghGyGIxDv3nWgug+feW8L85QW4dMHJo3IZflA7lq0vJm9Ae7weAyGhMmCR6NUP6FKS5tJZvKaYv7+5kB4dU1mzpYw/ndKfUYM7IGPYLxDL97+mawitZomaOnG0qFKSEhU7r/W/p6UoGmKHbK46czC3X3wIwna480+HMWZ4Z6Z/uhwLjYJSHxMe/h8THv6KCQ//j1Wby3jrq9Ws3VKGoeu8+/UaVm0swanZm9hwaRRVBrnysZn4LIctxT6ufGwmdp1yjq4LfJbk728uImDa+C34x5uLqKgK4Ylzs6PUz/RPV4TPUQp2lPgRLj0SO5rYpWylScnZx/TGcRwm/N8ghvbJJhiySEvyUlQeCHeM2zapcUZMkkI0SRmer3HqqB7ceN5QLj65317NPTlQaZpGcVWIFz5cisvjisRaI1cHbm3a1tkeQDRNIDSBbTn14t1pqrX+pZQIK3znZEvQCfcjrNxYSkV1CHunJ7naJ7sHXppLr86prNlcxvCDskGGnyZsS5KR4iU7LY4bnpyFaTsce0jnXWr7mhCs3VrOQy/NpaI6RLv0ePwhm0enz2f5hhJGDu4AwOtfrGDurzu4+szBvPrJchLiXNz35xGYdZ4YdF0jYDvc/fwPnHxELh2yErh18mwuOP4gfH6Tp99axD9vHkNakpugf/cd5EIIDLeBY1s4NpHYtlrfk6y0bEYO6sCSNUVc87evuencYYwZ1qlVjKZqFiLctzRvWT5bC6vZWljF0N7ZsW5V1KknhlZI0wRS0yitNnG59UgcjY3qpQz/090GAVviMjQmXngwui5ITqg/U/npt37m7GN6kZ7sYeXGUo45pDM9OqQgHafmtSQ6cPIRuQTNcAfy6Uf2jCylDYAQJHkNrjpjMFsKqqioDnHbRYewenMpS9YU4TY0rhw3CGlZXHRCX9qlx/PIq/MJhGxuufBghCPrlR5t28Ft6Jw2OpdxR/WkfXo8fz5tAP/+bAXvzVrLzRcMJyHOwGxglJUQgKHx1JsLKffZaC79t1hvfb3Vmktn+mfL+fubCzlicAeeeGMh3+1mocC2wrEdslK8nDO2N+u2luM4khvOHRrTslostM3ffiun6RqfzNnArZNn8+uGUu6f9hOPTp+PZzcb5jSX2qeQCQ9/xQPTfiRo2lRU1y9BXH9ueAOd0oog/bqn8795m1m9pQxRcwE1XBoF5QH+/uZCRg/tSO8uqdz2zOzIzGqha2wt9lHuN3nmnZ/p3C6JlEQ3D78yj96d0xjSKwvTCncYC8PAsiVVNXf5wZBFaWWAoO1ESkl6Tb3YMS1OHNENHAfpSEoqftuvuqDUh5A02I8lZXjhQwnc+sxs7nxuDmu2lGMYrS8pAEhH0q9rOvdPyOPy0wdy/dlD6N4hueYM2x5N08gvC/Dml6vo2SkVXRM8+cYCRIwGS8SKKiW1QpZpc/IR3Vm3rZxHXp1PQpyLv99wJEF/bGrDtTf4+k7DkxxH4jJ07rn0MHp2SuW/X68OX6R3KiWNP6EfRw3tiIPk20XbIqUkj8fF+9+u5exj+tCnazpnHdOLeI/Bq58sx+vWmXjhcLYVVvG/eZuAcCkJwiWyf/xnES98sJT7/jwCBxBCUuoz2VxQxZCeGRRVBKjymyTEuXjvmzXcOv5gfAGTZ95ZzOEDOxBnaA0vgmfbTLxgOBfc8xlbCqq47uwhJMe5CDXwlNGSSdthcM9MNCEJBcxI7LTVxe5qSkl5A3O49OT+FJX7+eC7dbFuVdSpUUkt1O+NTKgtJd33wo9s3FGJywjvNJaV5Nnt7GUT8Tt9DOGfpaZrGG4DK2hCTQ3dCpq7/Vnr7vDoo+Ly3+60dV3QLj2eoBm+37cdia4JDD28v0PIcnDpGlKG11OqnRUshKgZPVQ/Ts9IoKzUB4bOzPmb6NEpjQUr8jn76F7hJcOd8MqjtaOSpGUjjPBoJbdLJ2Q5ICWGoVFVHSLBazDr5228+OGvnJDXlW8WbmVgzwyuPmNweHnsmj8DKQTid5ZuCJeSdB6dPp9thdVkpcWxvaiaR646guQ4vckuqC1xVFo0xfL8dV1D1ox0qxtHS0sYlaSeGFohTdeY8f16qvwmU287hlc/Wc4Try/kqRuOxFcV2OXrG1paovbirOsa5X6LZ15bwG0XHUxFdYgpry3gtvEHI6QTmRnsODI8D6CBzuxJV44kM8WL0AT3PD8HQw+vxXTr5Nm7fG1tx7eUEitkoWkCzaWH/xjdOnN/3UGfLmn4AiaZqfFU+ULMX5bPqUfk4hIyvHQI4ZowtX+zloXLbTDju3V8NW8Tt44/mFc/XU5+iY/JE8cwZlgnVm0q5dMfNtIuPZ4bzhlK0B9C137b/a12H4SGSAkaguy0eK47eygJXoNpH/6KYUS/KqvpGgiBY9n1YqVx7DrvqbpxW6L6GFohy7Q5eWR3Hr92FHGG4M+n9efByw9vsJS081r/tf/qjjyJ8xqUVAT4y9Ozue2Z70mMcyGEQNMgYElsIXC7dQKWDFeCGiCBOENw+0WHsL2oOnIB/z2aJrCFxjPvLEG4dKQUTP90OfklfhCCN79cSbecZHI7pvDTrztA7P5tKyVYIYsT87rRMSuRv0yezZrNZdx76QhCAZPiigALVhSQmuQhv8THvOUFoNVPBHtaLwpAWhaXntKfJK+Oy9C5rCZ2e9yNntG9t4SukV8e4K2Zq3F7XZFYq5mMVzvTfOdYUfaGSgytlGPaaI6DZTnhu2zp7NVFrVbdC4XjOMQZGhef1I/CMj/+oMV1Zw9BOA6628VT/1nIPc//yKbCam6dMpsq3+6HcWakeIlz64QcmDZjKZedOmCvL5RSSg7um83Hs9dzx7Pf88Dlh/PF3I08/PI8Hr1mFElegwmnD2TkwBzsPd4Vy0j/gJThspZDeJe8gT0yeO7Wo7noxL58v2Trfo3kkhKwHUqrTO6eOgfLkRRXhrj7+TlIXd/j1qG/R9O1yPyS2ni3LyfD5/jFTxuZ9Mo87npuDtU160/puoaFQBg6LpceiVVyUPaWSgytWN36/972uwgRnvkrDCMyo1gYBmU+k49mr6dft3QyU71Mfe8XHCFwTIuJFwzHH7S449k5JCe4SYpvYPaDgKpAeImMy04fiGnbpCfvealtx5F4dEHfbhkc0r89tiO55IEv+Hr+Zs47rg8LlufjAHbI3GOpRHcZfDJnA5vyK/nbdaPon5vBgy/9hNfrYvTgDlx95mD81UGOHtYp3L+wnzNadV0Q7zWoDphM/Od33PrMbFISPMiafo39oemCcp/J1Pd/oaI6FImFsWvFVzqSru2SOHV0D5atL8Hj0rnqjMFIy8blcfHgS3P52+sLqQhY3D7le974YlWbm6Sl7D/V+dxCNVfnm+E2mDF7HSMHdaRdehyvfbaC40Z0JT3FS1lliOR4F1JC0LTxusNlCUdCeVWApHgPtpTImv0HIPx197/wIwCPXXMEifFukhNc5Jf4KK0MkpORyNWPzwRA1wTXnzOU1VvKOOWI7rh0DaEJQqYNCCqqgyTGuakOmARDNm6XRkZqHP/8zyJuOm8YSPAFLXRdIBBYNU9IdZe3FgKEywh/vxGuuwdNG5euYeiiSSduebwufl5TxOOvhVeOfeHOsXh0gVm73Icm0F0GjmWH52zUxjVLjkvbQTP032JNUBGwuW3KbLLT4skv8dGvezrXnjUEZ6cEJnSNwvIAdz43hy7tk9i4vYKjD+7M+X/og3AklUGbW57+Dn/QolN2In+dkIfWiBVo95Wua7sOKrDs8DyYvVjeOysridKKALJmEqHuNpCtdBLhvmoJnc/6fffdd1+TtSAK/P5Qs+6F3FIkJHjwNcPSBLom6NgumRdmLCW3Yypd2yfxyifLGdE/h0/nrAcEa7aVkZLoZtOOSj7/aSO9O6eRX+rnsx820CEzgYJSP/e/8CNfzdvM+X/ow9hDu3Di4d3JSPHyysfLyEiOo1O7JN6ZuZqO2YmcNiqX04/qyWmjcpm9ZBsDemTSKTuJt/63Ck3XmLVwC0++sZAvftrER9+vZ9GqAk4dlcvU936hb9d0Rg/pxBOvL6R/bgaOhMWri/jh1x04juSuqXM4Ia8bdUeZm47koZfn8uony/nip40sXFnA9E+X7/J1jfo56uFJhZNenkfvLqlommDWwi2MObgLQspwOUnXePLNRQzqlYXhNnjijYUM7p3F1ws3o2ka7TITee3zFSTGu0lL9iAdSWK8i9QkD1/N34wjJU9eP3q3mycJAeXVJo6U3HjuUIb2yWbdtnIG98xESBCaxlfzNxEM2bTPiGf0kE6RiYXNTdcFQQeefGMRhw7MwXIkc5fvIL80wOI1RQzomcm85QUsXlMU3kdjp5MTAoK25O9vLqRv90zi4lz84z+L6Ns9E69bO+D//pv6b18IQXwD2+Q2RD1btjFShhe221pQxd/+PZ9qv0nHrESQcNTQzhSU+fl5ZSG9OqVhGBoz529m7dZy1m+r4PgRXbFtSdC0f/vjFLBoZSGvfrKM+yfkoWuC+6f9RKfsRLYXVzP20C689tlykuLdnDu2D3FunUdfnUePjqms31bOof3b4w/WLw9ZloOuCSqqQzzw4k/ousBt6ARNm7f+t4p5y/M5Y0wv/HXu/jVNRO6GhRBs2hG+4/IHrUhcq3a47c72ZWOd2lLS6KEdOfOYXjiO5N2v1yBleDa4ZdkgIGRa/GXybJLi3QRNG13TcBs6D740l+4dktm4vZIxwzqHz0EXFFcEefXTFeR2TGF7UTWPTV/AdWcPAad+u6Qj6ZARz/jjDyIUMCOxY9p44z3c++z3pCR6mHj+cB6dPp83vljJ+cf1icpSF+GtLQRFZX5uf+Z7TNvh5JHd6Zjt4a2vVrFwZQGrN4cX62vw+4VAyvAkwowULxXVoZiM/Gqr1E+6rdE0Fq7I5+KT+rGj2Eelz+T6c4fiNjRClo0vYJKS6GHN5jIS4lwcc0gX1m4pJzXRw1nH9KZDVgKT3/o58nLVfpPhfbPp0SmVR16dz2WnD8RlaGzYXsHJI7vTpX0yYw/tyi9ri3C5dE4/qidZqXGs2VLGkUM70S0nma8XbK7XxNLKIIauMfGC4ZRWBikqC3DDecNYuraYucvy6ZCZyLGHduGFD5biNjTcLh1H0zAMDc2lo2mCbjnJDf4Iamdt7/xvd8miIaGQjUsXjD+hLy7Aa2iMP6EvmpSYNYlTcyR/GX8IVX6T7cXVXP5/A0n06JyQ152UBDdrt5Qz9rAudM5ORNoSZDipDT8omwcuP5xHrz6CeG/D927SdiLj6+vGZtDkLxcO577LRtC9fSKPXXME54ztHbVlHcLbqmpcf+5QCsv8lFUGOWxAewb1yOTgg9qxenMZ3XKSGXtolwZLSSmJHiZeGO7b2lJQxcUn9SM5zmi7E++iTCWGNkZIyaBeWfzrg6V0bZ9EerKXR1+dT8h2+OGX7XjcOoGgRW7HFEoqAnw5dxMDemRQUR3klY+XsaO4mpsvGB4Z4ZIY52LurztYu7Wcey8bwdNv/YwjJf26p/PBt+tYt7Uc03J4/NrRlJT7+fdnKyguDzCoZyZfL9zMsg0lnHh4t3ptfOiKwwlZNpNenku79Hg6ZCbw+PT5HDYghzEHd2J7URUzvl3LtWcN4aKT+vHJnPX8ZfJ3BG148cNl3PXcHO7602HNPgrHNm3MgIljO/ViCF/gHSH467QfSUvy0C0nmWfeWUy53+S9WWuo9JkM6JHB5z9uZFXNMiGOI0mO0/nzaQNITnBHYmnt212+bTskenQ0xyEUsiNx9PoXBD7T5m//nk+HzASy0+JYsLyAH3/dwbzl+QzulcXGHRW8982a3a7JJASUVQZ44MWfSE5w06NTCi/MWEpJZahVrkfVGqlSUhvjOBJDFwzIzWDC6QMJWTYvf7QMJByf15Xi8iCDemYS5zGI9xqcProHxx7ahdLKAPOX50c6puvWeRPj3Nx4zlDapceTnuzhrxPy6JiVwL8/W0G816BTdiJbC6rQdUFSvJu7a5bI+Gj2OuI9xi6lJJehUVoRpFtOMmcc3Qsk/Pfr1Ri64KTDuzO0VzabCyrxhyzen7WGx64ZxU+/7uDPD/8PQ9eYdOXhvDhjaVRq0XXHbtQfxyFBQE5mArdddAget87z7/+CrmnEe138dcIIurRL4t1v1hJXZ/lzx5ZgW7vE+6ruch4NLu3RTGpLST07pTLh9IE4UrJgRQHxXoM/ndKfYw7uzJK1RRSW+hv8fiEE2anxXHf2EBK8rphNImyr1KikFqqpRibo7vDicgiJZcmaJSokhh6up2uaQOgads1GN7bjIIXApWnYSCQCwtshYzvhi59Z50LjdevYtoOmaZE7dFEz6gYAKZH8NqNYEu4Al5aNg0DTNYK1yw3U7O8jJdz13ByuOnMwz7/3C5btcNWZg+nSLhHLlruOSvIYTH5rEfOWF4TXjbrxSDTx2/+v19aQtVdLhDSF2tE40q7Zm7o2FuEnN8eWCEOLxHW19iUxdD08d8Ixw5smCUPHsRwcgJpRSbIm3p2srCRKyv1gOzhOeHMm7H2bq9NatYRRSSoFH+BsR/LlvE1sL/KxKb+SL+dtYluRD7NmCKVtOzWjXsK1cceWSMshFLKwQzZOyMIxLayghTQtsOxdZk/rmmDmgs3c9sz3IATvzFzNHc/OCW+JKcLrzJgBE8e0kaaNFbSw7fAQTTtkYUgZ/ockzghfMArLwiOfthdXR2LbCR9Tsx2EHW6H16Xx0ex1LF5dxF/GH0xWahz3PP8DCXGu353pHQ21y33YtlM/tpxIIqgbH0hsW2IFrfCaVrWx7UQSgawTN/gakZ/db7ESHaqUdIDTNY3l60uY8e1ahvTK4oel22l39hDap8fTVNVaaTuMHtqRL+du4uK/fo4Abjp/OK9+vIxxY3rhrjNiaE9M00ZroHNgd8+20nY4Ia8beQNzyErycNClh1FWFSTwOyvN7mntKEVp69QTQwukaYJKXwhhaGiawB3nRuxnfTVYM3PZ0DXm/LKdkw7vzpDe2Y1atmFn4X4LjdwOKUgJ8V4XndslsXhNEWVVwWZdjsFxJJrjkJHoDieVmtj5nbvLvVk7SlHaMvXE0AIZHhc3/+NbTh/dgxEDc7jl6e84/w99GJSbsRfrBNXndul8+sN6Kn0hstPimLlgMyMG5pCZ6iXBpWM2wXLCukvnq/mb+WHpdi46sS9fzt3EY9Pnc9+fR+Dzh8tUe9uT5XLpCASTrhxJUs2OcJXVIdJTvMR5dKzd7HngODI8PXuneHeEAN3tCv8ca9aCsi27wWGTTaEp5k0oSjSpxNACmSGL00bn8uy7S3jxw19JT/bSt3s6SCe81IDbiFxQamPbdtDdRnj5B0PHcRxsR+IVghUbSrnxvGH06pzK8+8vpawySKfsRBzCezW4XeGvt2pq3Q1dsGpff+eLvCYERx/cmU7ZSazbVs5N5w+jtCLIe1+vYdzRvcIb79QsqS1qlsFoaH17s+ZrstLiqN0UzeOKw6Wx26Swr3S3i6feWMjhg3IYOagjj782n9FDOzKkZ2azJYem2nNbaTqaJjA8Luya/rXaWPVjhKlSUgskpGTk4I54XOHZvnkDc3DXbHITkjDp5bkEHRmJQ054FEggZLNheyWvfrKMn1cXEQjZlFUFuOjEvnTvkIxp2vzxxL50bZ/E9qJqVm4qJWjavPzxMn5ZW8x736z53YlegZDNhId3nRi2rbCaoGnzzcLNvPnFSp749wK+WbiZz37cSFllENOGt2euxhPvZsWmMl7/YmVkeejdkbZD+4yEyIXarYvf1tdp5F7Etu1wcN92PPPOEq7529es2lRKj06paG10K8u2SNMEjqYx6eW5+EwHR9TEloOu5kkA6omhRTI8Lm55+jvSk72MGPSSaGIAACAASURBVJjDu9+soXuHZAb3yESXkmq/yV8mz0YASfFudF0gHYkQUOn7//buOzyqKn3g+PeWKWkkARJ67yC9hSJVAxK6DVlBRRQWVyw/NwKyVqSt0kTXxsKyi6Lu6rqwoiDCSjN0VERBWqghQELaZGbuvef3xyRDBhJIIISYnM/z5HnOTGbm3pPMzLnnPee8x0OFEAcLP9lNvWrhjOzfhE17TrJh90mqVQ7h3AUXUx7sRGSYnQ9X/0xappcTyRnc2qY66QWk0y4MBYUH45rzwIDmuNwGdpvGAwOak+0xMSyLNVsT2XvoPEdPp3HvbY0LFVpSNJX9xy+QkpZN99bV2Xv4PClp2XRuXuXar+5Nkz4davHJNwc4n5ZNv861iQx14HVfe92l3xYhfJ8V0xTEL9yA066jqkrODoPyAgFkj6FU8noM7ottwivjuzCsR32euq8tzepVRFgmNgWeHNGO1HQ3Kelunri3DXbVF1sXAt759HsG31qfSuFODp28wO79Zxk/vBWaqnAsKZ3hvRpSrVIIFUIcHD+TyZFTafRuX5NMl8Gm709ex1kLdFVl8cq9/Ho8lSlvbeTD1b8QHmonzGmjR5uaHDmVRuWIIIb2bFjo9AypGW7e/uwH5i7fxayl23Kyul77VZ1mtzH779vxek36dqjFVwmJbP85Kd8VuFLZJARoQvB/v2tHepaX5FQXE+5shVMv/Oy5sk5+GkohYVp0bVkdG765720aVMKG74s/2xRM/9tWqlcOoUZUKDOWbsPlFf4u8DP3+7azTE330KFpNDG3VGXm0m1omkKL+pVYvmY/yaku1u88TnqWh7aNo/h6ayJCCPrH1Lmu8/YYFufT3LRpFMX0Cd05eTYTw7TYl5jC2u2J3NG1Dnf1acRfV+7F5tTRrhBOyv07dGtZjfZNo9nx8xnqVg9nWK+GCPPaB8xN06JLy2rMeKw7D8Y1Z8KdrWQoqZxRVQUDhZfeTyAqMoi61Sow58OdpLtNGUrKIUNJpZTDrpGWMxhs5qw0VlUFTVVoUjuSR4bcQrbXJCPLi4UgN6tEepaHyuFOnh3dwZ/WolqlEB6Ka0FkmIPla/YT7NQJcui88mgXTCGoW70CocG2q4aSrvyRUQjSBS883BlNV3hlUQJPj2xHWqYH0xSMH9aKtk2i+eq7IwzuXg+X22R1wlEGdqtX4EC0oqnsPXyeo6fSaFAjnIMnLvDd3lO0vY6BYmGYdGwajYrA6/b6y4XZgvRayXUTpUtuKKl+jQo8MKA5uqayaMWPMpSUh0yJUUoVtCxeVRVUm0a22+TRS2a6vDA2huqVQ3DYNRw2DZfbi6qqvhQUponhtXyDvjlpLzRNxeX2pcJA4E9Z4bRrvpQVlvDFXh02vDkbzme7Df/spVx23ZfZ1MrdoEZTSU5zE79wA0LAhDtb0blFVU6ezeRP72ymTeNoDp24QHionRfGxiC8l+83EBUVxtnzmSQmZ1CvejiqonDweCr1aoT7UiuU8U3vf+spMa7Xja7/xXQlJpaFv3wjLxAKS6bEkIrMsnzpBfK+fV8YG8P033fDYdNAAbfHJDEpHUVRcWUbPPeXzTnhJhUrT9oLw+1b6KVZFqri2w8g2Kb6jqEo6LoCmsbHa/dz8mwWj07/GsMUTJj9TcDP2Olf475kJlNWttf/Zb/nQDJCQM3KITw0sAXb9yWRmuHm1fHdwLh8+msuTYFK4UGMnbaGgydSARg7bQ2ZbuOKCdU0u44X5bIfzS47yJLPxRQlIqAs+chPShngsGlM+cumy+6fMaEb0/6aQK0qYdhtKlYBWTZVXeO9//zI/sRU/jSmM3M/3IndpvHcQ52wDBO318JrmrRqFEVquvuK56Io4AiyMXPpdgZ0rUf31tV58b0t9G5fi9pVw/jXul+pFO7kQoabJf/dy8jYJmDlf/VvGBahTp2+HWvzwru+7UMHdK1LiFPHuMLCPLluQJKuj+wxlGFCQGa2wSNDWqJzaVroiyzD5MG4FigK/OG1dZy94OLJEW2xLAtFwKg7mrLv8Hma1a1YqGO6XV7mP92Te/o2pEbFIBb+sTeNakVw7kI2lcKdzHmiBy890oXDJ9NAUa6cLsMStGsS5b/ZtnH0FVc2S5J0/WTDUIbpukqDGuG8/NfvyPL6Vk0XRFXArvtmCWmqiq6pfP7tQfafuMD2n07TpE5Fln7xE0FX2FEsl2VaOHJWN5s5ZdNjUDUyiBfHxiAMk+qVgnlxbMwVQ0m6rpLhMZm5dDuxnesQ27kOM5duI9NjFktufkVT/LNQ8pZvBEVXsTlsOSmoL5YlqTS6KYPPCxcuZNWqVQD07NmT+Pj4Qj+3tA8+Xy0vjqKpoPj2I8hbvvT5AXsa4Jul5PGaOOw62W4DRQnMNppf6OTdyX2x6RqfrN3P3X0bY+QMtOW+lgCCchb3uNwGCoIgp50zKVmEBdv8+y6oOVf1Aghy6FiW8M3gwDdg7UvIJwJSVqiaiqqpGB4joFwQJecxpsdAs2koWs5gtq7l9FYiAdh3JIVmdSMLnsmk+FIdLPxkN78kpvDcQ53459oDJOw97d9vQdVUVF0jMSmdqhWDcdh1jp5Oo3K4kwrBdjwe44pJ+C6l6Sq6TcfweEFR/OXcmLWiqWz/5Qzf7jrJ5Ac7sn7HMbb8cJr4+9sHLKxTFNBsOpZpER7uJCPL68vpJEC3aRgeo1S/94tTeR58Lw2DzyU+xrB582Y2btzIZ599hqIojB07ljVr1nD77beX9KncEFeKb9tVlS17T5N0PosRtzfhm+3HOJOSxdAeDfyNQ0HPn/77bkz5yybeeKYXG3ef5KOv9wf8Lj+mJfjj3PU8ENecJ+asJy3TE/BaAG8/25fXP9jBo8NaYlmC9/++g3HDWmGagt/P+uay15z9+K2EBdtI8Zi89c89PPO79nz09S+MHtDc/xhFVTh8Op2vEo7yh7vb8MvRFNZsPcr4Ya2wvJc3DoqmcOhkGmu3H+Oxu1uz58BZvt15nAl3t+bDr/ZROSKEVg0r43Z5uKVeJN4CUnbkbggza+k27urbiPtim/De5z9y722N/ZsBKZrKkTMZfLH5MA/FtWD/sVTWbU9kaK+G/G/XcWpEhVEjKpTIkMLtL6xpCpkek3lLd/DsqA643Ya/rKm+DXpUoFndSiz57z4mzPqG1Aw3E+5shXHJzCpF11n4zz3c0aUuDW0aCz7aTVz3ekRFBvHWBzt55v4OKOLyGVySVNxKvGGIiopi0qRJ2O2+zJkNGjTg5MnrWXH725B7ld6mcTSp6W4Sk9KpVz2ctk2i899ooACaqnL2QuCWiG6vyTuT+uasCoaIMAep6W5smsqFDA8LPtpd8AsqvsZo+uKtGKZFtUohvl3cCjolIZj85iYsIagcEURapodghy2gDoqiEBHmZPf+ZCa9uZGTZzMZ3L1egfVUUIgMd7LjlzM8u3AjJ5MzGNCtHrt/SWbN1mO8+EgM3pzeRkGNQs6poQAVQuzMWLKNiDAHbq9JdGQwj9/dGl1TEaZJZKiDH349x7TFWzl1LpPbOtbGsgTN61Vi/vLdvPr7rij4ekFXI4Qvg216loc/vrEBt8egTrUKObvU5axDMS3CQ+x0bVmNNVsTiQxz0L11DdyuSwfyBVUqBvPK4q1UqxTC+bRshvZswOIVewkLsaMg5PCKVCJKvGFo1KiRv3zkyBFWrVrFhx9+WOjnF7VLVNKSzmfle7/bazJuxuU9gfem3EbliiFXfX4uXVNZu+1YwH0vvf8db8X38fcCcnsEBfUk8lIVhQfjmvHKX7fmPLcN7/z7Bx6/u02+jw8NtpOa4ftCix/VgY+//oVn7u9AsDNwvk9IqMGAbvX4dN2vhATZGNm/GUGOgt9uIaEO+neuw+cbDlEhxM69tzXm0RlrCQ91UKdaOBGhjqvWJdfj97Rh5POrSDqfxR/ubk2VSsHoecZXQkMNBnavxydrDxDs1Pldv6ZM/stGnri3LeOHt6RKxeArjsdcyrIE44e15IX3fDOnnrqvHZUigvy/z8r2smH3CdZsTaR/lzps2H2SGUu3MfmBjoQF2wNea9SA5nyz/RgnkjMY3rshR5PS2b7vDMtevoMKIYGPLeuiosJu9incNDe77jdtuuqBAwcYN24c8fHx1K1bt9DPK+1jDGZB64MLOOVMl5ezKVn+UJJ1lRFJt9fg3tsaB4SS4NqzB1mW4I2P91C3WgU8XpNX/ppA/KiOWAVc3adleqhdJQxLCOZ+uJMpD3Zi4Se7eXjwLf4FboqqcCQpg3//7yDtmkTx0+HzvPaP7Uy4s/UVQknprNh4iPZNo/nx0DkWfLSb1564lT+9vZlXFiXwwsOdcV9hVzbIDSXpvLp4K+GhDmpUDuG9z3+kfvVwKuZs3qNoKkfPZPCvdb/StnEUPx9NYcHHu3hqRDsSfjpNpQpODp9MK1ooyWvx2rIdNKgRTobLy/PvbGHa+K5oImevZ02laZ2KTLynDR2bVWFgt/rsT0zBne0lO/Nir0G16bzxyW4sAe2aRPHv/x0k/v72xHWty/PvbGbqmM5glI9QkhxjKGdjDAA7duxg4sSJTJkyhbi4uJtxCqWGpqkBIZarfejzCyUB194yKNCmcRR3dK2Lqip8sfEwpmUVuMObXVd5fmwM2W6Df31zgMgwB9UqhVwWSqpWOYT7YhvTP6YumS4vG/acuGoo6e6+jRl8a32SUrL47sfThAXZmDGhO+cuuPyhpCvJDSXVrxnOM79rT5BTZ9lXPxPitKHktMwKgshQB8N7NWBoz4acu5DN+p3HiIoMYlC3eny4+hfaNYkuciipQ7MqPDCgOYZlsezLny8LJYU5NNo2qozX7fWXL0/rIahXPZxRdzSjUriTT9cfpGqlEBrViuDjrw+gIGfqSiWjxGclnTp1imHDhjF37ly6dOlS5OeX9h5DQbOSFAUezSeUlDtTJvd5DrtGVraBrikB36MOu29vBqddJ9tjoKBgmBaaqmAJQbDTRrbb4NyFbKIjg/AYFsFOPWBFcu5Mpryzkpx2HSEEXq+FooA95/jBDp3MnNXLes40TiHAmTMrSQVQfQ2b4TEDUlSomsq5dA+VIpwoluBsmptKEc58U1/kfY7AlzhPt2mouobH5fGt1s65v9D/g5y0H6YpAsp5j4WiYOWk+UBTUS0Lw7DQbDqK8JULfTxNQdE0TK+Bql4sX8snS9E1FCGoGBnM+bRsMC1fo6b6XrO8kD2GctZjWLRoEW63m5kzZ/rvGzFiBPfdd19Jn8oN4dtP+HJeceVL+qvNRnp3cl9CnTovvp9AcoqLfp1r89HaAzx+Txs6NY32TwXNbwX0kudjcXsurhfIbSycdg0zZ7qkBiDA8gocKhhuL0G6r3ESeRri3MfnNgP5DQU7g+y8Mn8DNauE0j+mLvOW7+ShgS3o0bpagYPHeaeHGl6TqIhgkl2ea9pRy8wzldXMZ1pr3mNZpgWmheV/fNG/fE1TgGlcVr4WwvA12Iqi+ENzvhcuP42CdPOVeMMwdepUpk6dWtKHvemuNcNmsFNH1xQM05fQ7sWxMYyftZaP1h5gQNe6dGoWjde/fiD/xsddhBQRuXF1Vdd8ayy8hr+c3/hAvsdzeXj19115cu7/+PHgOXq1q0m3VtULFQ6SJOnmkyufS4ivJyEu+7lSo3B7p9qoqsIf7++Aqiicu+DmXFo2LrdBWLCNmFuqkeU2MRRfkjjw9TBeGBtzXeeqaCqrtyXy3uc/EhLq5L9bjvD+f35EsxXuOkIA59Oy/Vf7Z1JcgJArfSXpN0Im0SulIsIcjOzXlPEz19KjbQ0URWHW0m08fk8bXnwkhnrVwzmRnFlg+Ckvh13Ld+qqw64FhityqEC7JtH865tfGTdrLRcy3MTf3wFRyM1snEF2Xl+2gdjOdYjrVo/Jb21i0/enrhhKkiSp9JANQwm4WpoM4LKr6dR0N0u/2MfUMZ156597+HbXCW7rVJu2TaJwu03cHpPK4U40VeHhIbcQ4rQx/6NdWJagUriTdyf3hZyZNW6Pme/YQ0HZRlVVoXJEELc0qEStKmHE3FKV0GA7pgU2hw3jKvsju10eXn+iB5oKqhDMf7oXmnpxcVph/h6llaap2Bx6TioLxV+WKZulskQ2DDeAooBu0/F6DH+OoSfmrL/sy/CdSX1x2n25cRyayruT++Jym2S6fF+8kRUcpGd6iB/VgQsZbg6dSCXbbeI1LdbtPE6my8tb8X34elsix06nM/GeNsxbvitnJpHK9L9t5akR7bAVMeGcYQnWbE8kOjKY+jXC+dc3v/LosJbsT0zhf7uO8/vhra74BW7mzpbyCizwl3P9VtNia5qCx4KX3tlC/P3tURRf+dlRHXBq6jUNlEtSaSQbhmKm2XUsAWu2H6N3+1oAfLP9GAv+rzcTX18X0Dicu5BN5QgnPx48R4bLS+/2Nfn5aApzPthJRJiDhc/0xmnXiV+4gUY1IxjSswF/fGMDd3SpS9dW1Xhq3rfs+PkMJ5IzGD+8FcfPZACQkp7N7L9vJ8ihE+TQMAuY3qsUMFU/N5Tkchs47To/HDzL8+9u4fS5TO69rXHALKWC5J1SXJqnFxeFZfkyvmqqwjMLNqCqChUrOLHpKsKSjYJUdsjB52JmWoKzqS4+/no/8z/axdzlO/lk7QEM06J61OVziYXw/Wzac5LzaW7mfbiTQd3r0y+mDov+sxfDNPnj79qz9acknl24kSqVgmnXNJpst0mrhpU5kZxBg5rhNK0byafrf/W/Zkq6m4cH34LjkvUQlx47P6qqEOTQ2fLDKcJDHfTtWJtTZzOpEGJnWM+GCLPo4wR5d1UD3zhIcQyUlyQhBDqCx+5qTYbLS1qmhwl3tsKmlJ3GT5JA9hiKndew+HzDQZ4e2Z7pS3z5h/40pjOGYXHoxIV8nxNzS1XqVq+A22MwdUxnGtSMQFUUjp5Ow27z7ZFg01UM0yLUaSMkyMamPSfZvT+Z7q2rs/mHU3yz/RjvTbmNs6kuvIZFkzqRzPlgB7P+cCt2W9Haf6/XJNiuMeL2Jvx05DxfbD5M5xZV2XMgmTkf7mDCna2LPBZwpXUavxWappBtCF5elEDtKmFoqsL0JduY9YfuMpQklSmyYShmigL9Otfls/W/+kIMAlZtOcL4YS1x2rXLxhkUBTJcXpZ9+TOtGlWmd7uarEk4Qniok64tq2LTNf68bAe1q4RxV99GvPaPHXy78zjdWlcnItRBxXAnfTrUIiPLi6aqfL01kXtua8yUBzqy7KufCXJo6Jpa5DUUwrRAVagSGcT9/ZvSr3MdklNd7PzlTKFCSWVRbiipXdNoRsY2QVEUln31swwlSWXOTdmo53qU9pQY6BrnLmQzfclWnh7ZHoFg7gc7mT6hG7qm+je/AV/eIV1XOXPexf5jKfx91T6eH9OZbK9Jnaph6JrKieQMKkcEYdc1dF3h/AU3FULsCGFhWb7QldOuYfluoNp1FMvCNCxUm44wzOv6e+VNSXEt6SlyeVEKHHDOlbehKq0pERRFQbNpWDk7z+WWi/s9WVrrX1LKc/3LZUqMss5rWHz09X7mP92Lect3oaoK85/uhWGYjHn168se/+7kvkSHO6hZpRZnU7M4l5bNnA92Mm5YS3btT+b7A8m8N+V23vxkN8eTM3h94q1kZXpA+PIVqRBw1W/m2UWtOKZ+5g2P3KhQiS1nBLy0T1UF3zhD3p3orrQr3c2iqgqq7sutpCgXy7+tS0DpZpKDz8XMadd4ZMgtuNwG44a19JfVAvL7C+FbaTzngx189V0i4SF2hvSozzuf/cDWvad5/uEYFny8i72Hz/Hi2BiyXV4K28nLmyG1oGypUtmiKApCVfl0/a8ouh5Qlm8BqbBkj6GYFZREz32FFb+WadG5RTVG3dGMiFAH/9102P+7xKQ06lcPZ/f+ZFIz3ESFFW7DGlVTsTtteLJ9ayJyy0XZy7g4XWuuKKloNE0hLdvgq4REDp64QEaWl9QMN3Hd62O7ZB9xSSqI7DGUAsK0aN84ikoVHPxyNIU9v57l9Sd6MLJfE5as/IlBt9anT4dazFu+C4fz6kvAbDaNk+ezeOTVNaS5DH46msIjr64BVUVVi/+ysTA9k2vJFSUVnWFYhAfpTBrdgR8OnuPwqTReGdcVhyqn1EqFV6Z7DIqiYHPaMDwGwhL+clGumhUFNLsN0zDBsvzlSwdgVU3F7tB9V+iK4i8X+sNoWXiyLRrXiuCdSX0JD7VTKdxJbOc6CNPkvtsbYwlwZ185HYWmqeh2nZrRofTtWBu7XeNf635l0K31EUIU+4yi0tYzKe8URcEQsPSLfYQE2TBMi8Ur9/L43W1QlCvs5S1JeZTpHoNq05i2KIHE5Ew0u860vyZw/FwWqlr4aqs2nbnLd7LvaAp2p525y3fy87FUlDxjBpqmkJLp4bm3N2OpKufS3Tz39maEqvqvoHNDKZf+OO1awPEswwTDRNd8Ce5Uy8LrMbG8JqplXXEAWNNUXIbFpDc34nKb9O1YmxlLtjLhrta+RHzF/K1gs2mkZnl56JXVnEpxcfBUOg+9shq3KdCLmIZDKh6appCZbeByG8yZ2IPZj3Xn1NlMvGbBu/JJ0qXKdI9BCEG9GhV46f3viKzgwDAFlcOdKErhvyAtS9C0TkX+vGwHURFBZLi8PDSwBSoiYJOasGA7LrfB/83/lkyXl/bNqvg2WxEXZ9zkFwTKL5SSt5eRdyexq/U+LEvgsPnWLTyz4FssS1CrahiqqvD8u9/x2uO3ogpRbCEFr9ckItROt5bVmfyWL0nfkB71cdhUjHw2yJFuPMOwCHVozHmyB26XB4du85dloj+psMr2ZZ1pMXpAcxQFzqZmM7RHA0IdetE+IKbJkB71CQ2ycSbFxW0daxMZ6gh4DdMUOHWV3/VrSkq6G49hMW5YS5QSXvQkhEBX4ZGht5Ce5SUz22D88FZEhTt5IK4ZFGOjkOegtG8W7b/ZvmkVFBnLvqks0yIrw41pioCyJBVWmW4YFF3j+Xe2EBpsp2PzKvx91T6OnMkocihp1tLtmJaga8vqrNh4iB8Pn7sslJScls3Cf+6hVcPKVKkYzJS3NmEpSol23zVNJdNtMn3JNhrViqBetQq89N53uNwm7RpWDtiXuTjYbBqpmV5e/2Ancd3q0qtdTV5elEC2DCVJ0m9amQ8ltWkSRd8OtQh22lix8dA1hZJaN4rioUEtiAx10Lh2BDWiQvMNJcV2qsNdfRr68iV9eygglFQSckNJ3VpV557bGoGAj9ceQNcVPDdg9k9uKOmZke1oXq8iAJ2aV5GhJEn6jSvzKTFUXUMRFqYpAspFoWiqryEwRUA5L01TQFUxvWZA+Vpd67L4i6teTRQFf/lG/pvtdt3f8OQtX4/ynBIBZP3Lc/1lSowSkDd8cq2hFGFa/t5B3nJepikgJx113nJJsyzh365TCPLdurO45W0IbkTPRJKkkiUDwZIkSVIA2TBIkiRJAWTDIEmSJAWQDYMkSZIU4Dc3+HwjksCVVuWprvmR9Zf1L6+Ks+7X8lq/uemqkiRJ0o0lQ0mSJElSANkwSJIkSQFkwyBJkiQFkA2DJEmSFEA2DJIkSVIA2TBIkiRJAWTDIEmSJAWQDYMkSZIUQDYMkiRJUgDZMJQSGRkZDBw4kOPHjwOwefNmBg0aRGxsLHPnzr3JZ3djLVy4kLi4OOLi4pg9ezZQvuo/f/58BgwYQFxcHIsXLwbKV/1zzZo1i0mTJgGwb98+hg8fTr9+/XjuuecwjLK7z8eoUaOIi4tjyJAhDBkyhD179rBixQoGDBhAbGwsy5YtK/mTEtJNt3v3bjFw4EDRokULcezYMeFyuUTPnj1FYmKi8Hq9YsyYMWL9+vU3+zRviE2bNol7771XuN1u4fF4xOjRo8WKFSvKTf0TEhLEiBEjhNfrFS6XS/Tu3Vvs27ev3NQ/1+bNm0Xnzp3Fs88+K4QQIi4uTuzatUsIIcTkyZPFsmXLbubp3TCWZYnu3bsLr9frv+/06dOid+/eIiUlRWRmZopBgwaJAwcOlOh5yR5DKfDxxx/zwgsvEB0dDcD3339PnTp1qFWrFrquM2jQIL788subfJY3RlRUFJMmTcJut2Oz2WjQoAFHjhwpN/Xv1KkTS5cuRdd1zp07h2mapKWllZv6A6SmpjJ37lzGjx8PwIkTJ8jOzqZNmzYADB8+vMzW/9ChQwCMGTOGwYMH849//IPNmzcTExNDREQEwcHB9OvXr8TrLxuGUuDVV1+lQ4cO/ttnzpwhKirKfzs6OpqkpKSbcWo3XKNGjfxfAEeOHGHVqlUoilJu6g9gs9lYsGABcXFxdOnSpVz9/wGef/55nnrqKSpUqABc/v6Piooqs/VPS0ujS5cuvPnmmyxZsoTly5dz8uTJm/7/lw1DKWRZFopyMVWuECLgdll04MABxowZQ3x8PLVq1Sp39Z84cSJbtmzh1KlTHDlypNzU/5NPPqFatWp06dLFf195ev+3bduW2bNnExYWRsWKFbnrrrtYsGDBTa//b24/hvKgatWqJCcn+28nJyf7w0xl0Y4dO5g4cSJTpkwhLi6OrVu3lpv6Hzx4EI/HQ7NmzQgKCiI2NpYvv/wSTdP8jynL9f/iiy9ITk5myJAhXLhwgaysLBRFCfj/nz17tszWf/v27Xi9Xn/DKISgRo0aN/39L3sMpVDr1q05fPgwR48exTRNVq5cSY8ePW72ad0Qp06d4rHHHuO1114jLi4OKF/1P378OFOnTsXj8eDxeFi7di0jRowoN/VfvHgxK1eu5PPPP2fixIn06dOHGTNm4HA42LFjBwCff/55ma1/eno6s2fPxu12k5GRwWeffcaf//xntmzZwvnz53G5XKxevbrE6y97DKWQw+Fg5syZPP7447jdbnr27En//v1v9mndEIsWLcLtdjNz5kz/fSNGjCg39e/Z9/VLbgAAAxdJREFUsyfff/89Q4cORdM0YmNjiYuLo2LFiuWi/gV57bXXmDp1KhkZGbRo0YLRo0ff7FO6IXr37s2ePXsYOnQolmUxcuRI2rdvz1NPPcXo0aPxer3cddddtGrVqkTPS+7gJkmSJAWQoSRJkiQpgGwYJEmSpACyYZAkSZICyIZBkiRJCiAbBkmSJCmAbBgkSZKkALJhkMqlMWPGcP78+et+TEJCAgMHDrzq8Zo0aZLva61du5Zp06YBvvTLX375JcePH6dt27ZXfU1JulHkAjepXNq0aVOxPOZ69e3bl759+97w40hSUcgeg1TuTJ48GYAHHniArVu3MmrUKAYNGsTgwYP597//fdljTp06xbp16xgxYgTDhw+nV69ezJs3r8jHnTdvHsOGDWPIkCGsW7cOgE8//ZRx48YVU80kqXjIHoNU7syYMYNPP/2Uv/3tb9xzzz3Ex8cTGxtLUlISd999N3Xq1Al4TGRkJPHx8cycOZO6deuSlJRE7969i5ymoWbNmrz88svs37+fUaNGsWrVqhtUQ0m6PrJhkMqtgwcP4na7iY2NBaBKlSrExsayYcOGgBi/oii8/fbbrF+/npUrV3Lw4EGEELhcriId77777gOgcePGNGjQgF27dhVfZSSpGMlQklRuKYpyWZ57IcRl+wtnZWUxbNgw9u7dS/PmzYmPj0fXdYqaZkxVL37cLMtC1+V1mVQ6yYZBKpc0TaNGjRrous7q1asBSEpK4quvvqJr167+xxiGwdGjR8nIyODJJ5+kT58+JCQk4PF4sCyrSMf87LPPANi7dy+JiYm0bt26eCslScVEXrJI5VL//v158MEHeeutt5g2bRpvvPEGpmny2GOPERMT43/MqFGjmD9/Pr169eKOO+7AbrfTuHFjGjZsyNGjR7Hb7YU+5rFjxxg6dCiKojBnzhwiIiJuVPUk6brItNuSJElSANljkKRi8P7777NixYp8f/fwww8zePDgEj4jSbp2sscgSZIkBZCDz5IkSVIA2TBIkiRJAWTDIEmSJAWQDYMkSZIUQDYMkiRJUoD/BwX2laYoS/yDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例8：使用指定的标记\n",
    "\"\"\"\n",
    "markers = {\"Lunch\": \"s\", \"Dinner\": \"X\"}\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\", style=\"time\",\n",
    "                markers=markers,\n",
    "                data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "使用matplotlib中的参数来设置\n",
    "\"\"\"\n",
    "sns.scatterplot(x=\"total_bill\", y=\"tip\",\n",
    "                s=100, color=\".2\", marker=\"+\",\n",
    "                ata=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "sns.set()\n",
    "iris = sns.load_dataset(\"iris\")\n",
    "\"\"\"\n",
    "使用iris数据，因为该数据集中的列明都已存在\n",
    "\"\"\"\n",
    "sns.scatterplot(x=iris.sepal_length, y=iris.sepal_width,\n",
    "                hue=iris.species, style=iris.species)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "plt.close(\"all\")\n",
    "sns.set()\n",
    "\"\"\"\n",
    "案例10：利用pandas构建时间序列数据,从2000-1-31开始，以月为频率，生成100条时间序列\n",
    "\"\"\"\n",
    "index = pd.date_range(\"2000-1-11\", periods=100,\n",
    "                      freq=\"m\", name=\"date\")\n",
    "data = np.random.randn(100, 4).cumsum(axis=0)\n",
    "wide_df = pd.DataFrame(data, index, [\"a\", \"b\", \"c\", \"d\"])\n",
    "sns.scatterplot(data=wide_df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "知识点:\n",
    "```\n",
    "pandas.date_range(start=None, end=None, periods=None, freq='D', tz=None, normalize=False, name=None, closed=None, **kwargs)\n",
    "是生成时间序列的函数\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "整理制作：数据挖掘分析可视化学研社：\n",
    "\n",
    "<div>\n",
    "<table align=\"left\" border=\"1\" bordercolor=\"#000000\">\n",
    "    <div>\n",
    "    <tr>\n",
    "        <td>\n",
    "            微信公众号：数据挖掘分析可视化学研社<br>\n",
    "            <img src=\"../image/visual.jpg\" width=\"150\" height=\"150\" align=\"left\"/>    \n",
    "        </td>\n",
    "    </tr>\n",
    "    </div>\n",
    "    <div>\n",
    "     <tr>\n",
    "        <td>\n",
    "        配置环境：python 3.4+  \n",
    "        </td>\n",
    "    </tr>\n",
    "        </div>\n",
    "</table>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
